What is Intelligence
• A property of mind that include many related abilities:
• Reasoning, Planning,
• Problems solving, Abstract thinking,
• Comprehend ideas, Language, Learning…
• Intelligence also include qualities as:
• Creativity, Personality, Character, Knowledge…
• How could we recognise whether something inhuman
have intelligence
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Intellegere
• Latin verb “intellegere”, means “to understand“
• Deeper understanding of the relationships of the
world around us
• Capability for metaphysical manipulation of
abstract objects and relationships once their
understanding is achieved.
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Artificial Intelligence
• What type of mater and organization is
necessary?
• Is it possible for a machine made of metal to
have intelligence comparable to our?
• Could non-organic machine had problemsolving
capabilities like a human’s
• Could a machine have consciousness and
emotions?
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What is Artificial Intelligence – AI
• Study of human intelligence so that it could be
artificially simulated, or generated,
• The search for a way to map intelligence into
machine, hardware and software, and enable such
system to formalize thinking,
• A branch of computer science, dealing with machine
intelligent behaviour,
• The implementation and study of systems that
show an autonomous, intelligent, behaviour…
Artificial Intelligence
Artificial Intelligence – imitating humans
Machine Learning / computer learns from data:
training a model using datasets
Deep Learning: machine learning using network of
neurons
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Deep Neural Networks
• The state-of-the-art method for object recognition is the application of Deep
Neural Networks.
• It gives very good accuracy and has won many competitions / challenges in
object recognition.
• Why is it called deep?
• Shallow networks, e.g. MLP’s usually have only a few layers. Adding more
layers to MLP’s does not increase its capability to approximate functions.
• Deep neural networks, on the other hand, has many layers (can be
several tens or hundreds) where each layer has its own specific task, e.g.
in convolutional neural network:
• First layer finds the edges within an image
• Second layer combines the edges to get corners etc.
• Third layer combines the corners (etc.) to get nose, eyes etc.
• Fourth layer finally recognises that it is a face.
• Multilayer perceptron (MLP) is a class of feedforward artificial neural network
(ANN)
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Conventional AI
• This approach is distinguished by formalism,
statistical analysis, definitions and proof.
• Machine learning is primarily associated with
conventional AI.
• It includes
– expert systems,
– case based reasoning,
– Semantics.
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Computational Intelligence – CI
• CI is known for its informal, non-statistical and trial-and-error
approach.
• Learning is generally an iterative process of improvement
based on empirical data.
CI categories:
– Neural networks,
– Fuzzy systems,
– Evolutionary computation.
• Research overlaps with a-life, cognitive science, cybernetics &
robotics, hybrid intelligent systems design and study.
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Artificial Intelligence Topics
• Planning, Decision making and Problem Solving
• Uncertainty, Probability, Games,
• Deduction in Logic, Fuzzy Logic
• Machine Learning,
• Knowledge Engineering: Databases, Expert Systems,
Diagnostic Systems
• Web, Google, Learning Hub, Online Exam?,
• Natural Language : Markov models…
• Artificial Life
• Neural Networks
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Neural Networks (NNs)
• Artificial NN consist of layers of
– Linear and
– Nonlinear
Algebraic functions that transform a given input
xi(i=1, 2,…,n) to an output.
• During the neuron learning stage, the parameters of the linear
functions, called weights, w, are defined by processing input
sets and producing output sets
wijxi(j=1, 2,…,m)
• Parameters of the nonlinear functions are chosen based on
practical considerations.
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Neural Networks (NNs)
• Non-recurrent NNs
– No feedback
• Recurrent NNs
– Feedback
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AI Areas
• Machine Vision:
• Interpreting visual data. Face recognition…
• Speech Recognition:
• Text to Speech (ACROBAT Reader), OCR
• Advanced Logics: Advanced logic systems.
• Reinforcement Learning
• Robotics: Software and hardware. Projects.
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Algorithms and Circuits
• Boolean Intelligence
• Everything can be express using binary Alphabet
B=0,1 => Binary brain can be built
• 1-Bit Learner
• N-Bit Learning Circuit
• Circuits encoded in Java (Neuron), could be
other Object Oriented languages
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Intelligent Robots
• If we could create robots with intelligence
comparable to ours, should we do that?
• Many ethical questions may arouse
• Machine that can learn
• Machine that can reproduce itself
• Can such a machine be more intelligent that
us???
16
Garry Kasparov World Champion
vs. Deep Blue, IBM
• Garry Kasparov playing chess
against computer Deep Blue.
• Deep Blue was the first
machine to win a chess match
against a world champion.
• Photo courtesy of IBM.
• 1996: Garry Deep Blue 4:2
• 1997: Garry Deep Blue 2.5:3.5
http://www.thetech.org/robotics/universal/breakout_p11_ibm.html
Research
• Software Development for Autonomous and
Social Robotics Systems
• https://link.springer.com/chapter/10.1007/978-
3-319-92231-7_16
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https://www.businessinsider.com.au/5g-help-retailers-shopping-augmented-reality-2019-8?r=US&IR=T
Running Successful Augmented
Reality Programs in Industry
To watch recorded webinar please register for
the on-demand event at
https://www.industryweek.com/webinars/webinar/21125036/runn
ing-successful-augmented-reality-programs
19
CISCO ICT Example
• Networking, Internetworking hardware and
software, Internet and CISCO Routers
• Deliver a Universal Curriculum to Thousands of
Students Worldwide
• 1997 problem: Customers were buying networking
equipment but there were no of qualified, skilled
ICT personnel who could install, support, and
maintain networks
2012, Dr Milan Simic MANU1381 20
CISCO Networking Academy
• ICT education program
• Managing worldwide growth while
• Maintaining the high level of quality
• Migrating to a cloud computing model
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CISCO Cloud Computing
• Cloud is a term for the delivery of computing as
a service rather than a product
• Shared resources, software, and information are
provided as utility over the network
• Provide storage and processing power to users
• Networking Academy utilize cloud computing
to provide streamlined method for deploying
ICT education curriculum
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Cloud and Hybrid Collaboration
• Hybrid services combine cloud-based software as
a service with premises-based software and with
hosted services (Cisco HCS).
https://www.cisco.com/c/en_au/solutions/collaboration/cloud-collaboration/index.html
• Cisco Unified Communications Manager Cloud
https://blogs.cisco.com/collaboration/finally-a-clear-path-to-the-cloud-that-will-accelerateworkforce-
transformation
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Systems, Applications & Products
in Data Processing (SAP)
• European multinational software corporation
• SAP is an enterprise software to manage
business operations and customer relations
• SAP is a common system for multiple tasks
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Data Storage Architecture
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• SAP is Founded June 1972
• Punch cards replaced with Common Database
• Based on mainframe, Centralised
• Mid 1990 shift to client/server architecture
• 2004, 2006… Internet based
• 2014 Cloud based
• 2020 and later SAP IoT, AI, Machine learning…
SAP Modules
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https://solutiondots.com/blog/sap-erp-modules/
Functional SAP ERP Modules
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https://solutiondots.com/blog/sap-erp-modules/
- Human Resource Management (SAP HRM), also known as Human
Resource (HR) - Production Planning (SAP PP)
- Material Management (SAP MM)
- Financial Supply Chain Management (SAP FSCM)
- Sales and Distribution (SAP SD)
- Project System (SAP PS)
- Financial Accounting and Controlling (SAP FICO)
- Plant Maintenance (SAP PM)
- Quality Management (SAP QM)
Technical SAP ERP Modules
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https://solutiondots.com/blog/sap-erp-modules/
• SAP Basis
• SAP Security
• Advanced Business Application Programming (SAP ABAP)
• High Performance Analytic Appliance (SAP HANA)
• SAP NetWeaver
• Information Systems Management (SAP IS)
• Customer Relationship Management (SAP CRM Technical module)
• Exchange Infrastructure (SAP XI)
• SAP Solution Manager
SAP Business Suite Applications
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https://solutiondots.com/blog/sap-erp-modules/ - Enterprise Resource Planning SAP (ERP SAP)
- SAP Customer Relationship Management (SAP CRM)
- SAP Supply Chain Management (SAP SCM)
- SAP Supplier Relationship Management (SAP SRM)
- SAP Product Life cycle
- SAP HANA (High Performance Analytic Appliance)
- Government, Risk and Compliance (SAP GRC)
- SAP Strategic Enterprise Management (SAP SEM)
- SAP Compliance Management for SOA
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KES
Split
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KES Verona
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KES Journal
• International Journal of Knowledge-Based and
Intelligent Engineering Systems
• http://www.kesinternational.org/journal/
• http://www.kesinternational.org/journal/topics.php
• Emerging Intelligent Technologies:
• Artificial Intelligence and the Internet, Information Agents on the Internet,
E-commerce/E-business and E-learning, Intelligent Information Retrieval,
Intelligent Web Mining & Applications, Intelligent User Interfaces,
Bioinformatics using Intelligent & Machine Learning Techniques, Intelligent
Tutoring Systems, Virtual Reality & Multi-Media Intelligent Information
Systems, Artificial Life, Ant and Swarm Algorithms.
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